核心商业页 / Commercial Landing Page

    真正的 GEO Agency,不是把 SEO 换个名,而是把 AI 可见性做成系统。

    A real GEO agency is not SEO with a new label. It is a system for AI visibility, retrieval, and citation.

    中文结论

    如果你在找的是一家能把 AI 搜索、答案引擎、内容结构和技术发现链路一起梳顺的伙伴,这一页回答的是 agency intent,而不是概念定义。

    English context

    If you are looking for a partner who can align AI search, answer engines, content structure, and technical discovery assets together, this page addresses agency intent directly.

    联系 Seven AI LabContact

    什么样的团队才算 GEO Agency

    What a GEO Agency Should Actually Do

    GEO agency 是专门帮品牌在 AI 搜索平台(ChatGPT、Google AI Overviews、Perplexity 等生成式回答引擎)上获得可见性的服务机构。真正的 GEO agency 至少要覆盖三层:品牌实体与定位清晰度、页面与内容系统、爬虫与结构化发现资产。只会做文案、只会改 title,或者只会报一个 AI 可见性 PPT,都不够。

    A GEO agency is a firm that optimizes a brand's presence specifically for AI-powered search surfaces — ChatGPT, Google AI Overviews, Perplexity, and similar engines that generate answers rather than link lists. A real GEO agency should cover at least three layers: brand-entity clarity, page and content systems, and crawler-facing discovery assets. Copy-only work, title-tag tweaks, or a visibility slide deck by itself is not enough.

    GEO agency 和传统 SEO agency 有什么不同

    What is the difference between a GEO agency and a traditional SEO agency?

    传统 SEO agency 的核心指标是搜索引擎结果页(SERP)的排名位置和自然流量。它们优化的对象是 Google 的链接索引:title tag、反向链接、页面速度、关键词密度。GEO agency 的优化对象不同——它面向的是 AI 生成回答。ChatGPT、Perplexity、Google AI Overviews 不是列出十条链接让用户点,而是直接合成一段回答并决定引用谁。这意味着一个在传统 SERP 排名第一的页面,如果没有清晰的实体定义、结构化数据和可提取的回答段落,AI 引擎可能完全跳过它。对于正在找 chinese SEO agency 或 SEO agency for China market 的品牌来说,关键问题不是「要不要做 SEO」,而是「只做传统 SEO 够不够」。如果你的目标受众已经在用 AI 搜索(2026 年 ChatGPT 月活用户超过 4 亿),只覆盖传统 SERP 意味着你对一个快速增长的流量入口是隐身的。

    A traditional SEO agency optimizes for search-engine result pages: link-based rankings, backlink profiles, page speed, and keyword density. A GEO agency optimizes for AI-generated answers. ChatGPT, Perplexity, and Google AI Overviews do not list ten links — they synthesize a response and choose whom to cite. A page that ranks first on a traditional SERP may be invisible to an AI engine if it lacks a clear entity definition, structured data, and extractable answer blocks. For brands searching for a Chinese SEO agency or an SEO agency for the China market, the real question is not whether to invest in SEO, but whether traditional SEO alone is sufficient. If your target audience already uses AI search — ChatGPT passed 400 million monthly active users in 2026 — covering only traditional SERPs means you are invisible to a fast-growing discovery channel.

    中国品牌出海为什么不能只靠 Baidu SEO agency

    Why Chinese brands going global cannot rely solely on a Baidu SEO agency

    Baidu SEO agency 擅长的是中文搜索生态内的排名优化:百度收录、百度竞价、百度百科、百度知道。这套能力在国内市场有效,但出海品牌面对的搜索环境完全不同。海外用户的搜索入口已经分裂成三层:Google 传统搜索、Google AI Overviews 生成回答、以及 ChatGPT / Perplexity 等独立 AI 搜索产品。一家只做 Baidu 的 agency 通常不具备处理 Schema markup、llms.txt、英文实体定义和多引擎结构化发现资产的经验。这不是说百度优化没价值——对面向国内用户的品牌,Baidu SEO 仍然重要。但如果品牌正在出海、目标用户是海外华人或英语市场,需要的是一个能同时覆盖传统搜索和 AI 搜索的合作方,而不是把国内的 Baidu 打法直接搬到 Google 上。

    A Baidu SEO agency specializes in ranking optimization within the Chinese search ecosystem: Baidu indexing, Baidu PPC, Baidu Baike, and Baidu Zhidao. These capabilities work for the domestic Chinese market, but brands going global face an entirely different search landscape. Overseas users now discover brands through three layers: traditional Google search, Google AI Overviews, and standalone AI search products such as ChatGPT and Perplexity. An agency focused only on Baidu typically lacks experience with Schema markup, llms.txt, English-language entity definitions, and multi-engine structured discovery assets. This does not mean Baidu optimization has no value — for brands serving domestic Chinese users, Baidu SEO remains important. But if the brand is going global and the target audience is overseas Chinese communities or English-language markets, the partner needs to cover both traditional search and AI search rather than replicating a Baidu playbook on Google.

    Seven AI Lab 的定位

    How Seven AI Lab Positions Itself

    Seven AI Lab 更像一个双语 GEO 体系搭建方,服务对象是中国出海品牌。我们的角色不是替代你全部 marketing,而是先把 AI 引擎最需要的结构、页面职责和可引用资产搭起来,再让后续内容扩张有正确底座。

    Seven AI Lab positions itself as a bilingual GEO system builder for Chinese brands going global. We do not replace all of your marketing. We build the AI-facing structure, route ownership, and citation assets so later content expansion has the right foundation.

    服务边界

    Service Boundaries

    我们通常会介入战略诊断、关键词与页面映射、承接页与支撑页结构、metadata 与 schema、sitemap / llms.txt / crawler policy,以及关键内链设计。我们不会用虚构案例、虚假统计或大而散的内容堆砌来包装结果。

    We typically work on strategy diagnostics, keyword-to-route mapping, landing and support page structure, metadata and schema, sitemap and llms.txt generation, crawler policy, and key internal-link design. We do not rely on invented case studies, fake statistics, or bloated content for the sake of appearances.

    中文要点

    • 做清晰的页面职责,不做泛泛的大杂烩。
    • 做可引用的页面网络,不做只给人看的表面优化。
    • 做 repo-only 可控交付,不把流程绑死在额外内容系统里。

    English notes

    • We prefer clear page ownership over broad but vague pages.
    • We build citation-ready page networks rather than cosmetic SEO theater.
    • We prefer repo-controlled delivery instead of forcing more publishing systems too early.

    适合怎样的合作阶段

    When This Agency Model Fits Best

    如果你的网站刚起步、品牌定义还在收敛、或者已经有基础站点但发现 AI 回答里几乎没有你,这时最适合先做一轮小而准确的 GEO 架构。先把关键页面和关键链接做出来,再决定要不要扩大内容投资。

    This model fits best when your site is still early, your brand definition is still tightening, or your website exists but AI answers barely mention you. Start with a small but precise GEO architecture, then decide whether to expand content investment.

    真正的 GEO Agency 做什么

    What a real GEO agency actually does

    真正的 GEO agency 不只是把 SEO 服务改名,也不应该承诺“保证被 ChatGPT 引用”。它应该做的是:确认品牌实体是否清楚、核心页面是否可抓取、答案块是否可独立摘取、schema 是否只包含正文可见事实、站外资料是否能支撑品牌存在、以及 AI 查询测试是否能持续记录。2026 年 6 月审计显示,`/geo-agency` 已有 1873 个英文词规模的正文,priority 是 190.44 个优先级点,volume 是 260 次,difficulty 是 22.0 个难度点;它不是本周最高分页面,但商业意图明确,适合补 FAQ、服务边界和对比块,而不是整页重写。

    A real GEO agency does not simply rename SEO services, and it should not promise guaranteed ChatGPT citations. It should verify whether the brand entity is clear, whether priority routes are crawlable, whether answer blocks can stand alone, whether schema only contains visible body facts, whether external sources support the brand's existence, and whether AI query tests are logged over time. In the June 2026 audit, `/geo-agency` already had about 1873 words of body content, 190.44 priority points, 260 volume signals, and 22.0 difficulty points. It is not the highest-scoring page this week, but it has clear commercial intent, so the right move is to add FAQ, service boundaries, and comparison blocks rather than rewriting the entire page.

    一句话定义

    One-sentence definition

    GEO agency 是帮助品牌提升 AI answer engines 可理解性、可检索性和可引用性的服务方。

    A GEO agency helps a brand improve understandability, retrievability, and citability across AI answer engines.

    应该交付什么

    What it should deliver

    它应交付页面诊断、答案块、FAQ、schema 修正、发现链路、引用准备度测试和持续监测记录。

    It should deliver page diagnosis, answer blocks, FAQ, schema fixes, discovery paths, citation-readiness tests, and ongoing measurement logs.

    不应承诺什么

    What it should not promise

    它不应承诺某个 AI 在某次提问中一定出现品牌,也不应编造客户案例、排名、效果数字或第三方背书。

    It should not promise that a specific AI response will mention the brand, nor fabricate customer cases, rankings, outcome numbers, or third-party endorsements.

    适合什么客户

    Who should hire one

    适合已经有明确服务、目标市场和官网基础,但 AI 搜索中品牌提及弱、描述不准或引用 URL 混乱的出海品牌。

    It fits brands with a clear offer, target market, and site foundation, but weak AI mentions, inaccurate descriptions, or confused cited URLs.

    GEO Agency 和 SEO Agency 不应混为一谈

    A GEO agency is not the same as an SEO agency

    SEO agency 主要优化传统搜索结果页里的排名、流量和转化;GEO agency 还要处理 AI answer engines 如何理解品牌、选择页面和引用段落。两者有重叠,但衡量方式不同。SEO 更常看关键词排名、点击率和自然流量;GEO 还要看 AI 是否提到品牌、引用哪个 URL、描述是否准确、答案是否遗漏关键限制。Google 官方文档并没有要求为 AI features 使用特殊文件或特殊 schema;所以靠谱的 GEO agency 不会把 llms.txt 或 FAQ schema 当成万能药,而会先把正文、路由、来源和可见事实做扎实。

    An SEO agency mainly optimizes rankings, traffic, and conversion in traditional search results. A GEO agency also handles how AI answer engines understand the brand, select a URL, and cite a passage. The two overlap, but measurement is different. SEO often watches keyword rankings, click-through rate, and organic traffic. GEO also watches whether AI systems mention the brand, which URL they cite, whether the description is accurate, and whether answers omit important limitations. Google does not require special files or special schema for AI features, so a credible GEO agency should not sell llms.txt or FAQ schema as a cure-all. It should first make body content, route ownership, sources, and visible facts solid.

    中文要点

    • SEO agency:重点是搜索结果页、关键词、点击和转化。
    • GEO agency:重点是 AI 答案中的品牌理解、页面选择、引用准确度和来源可信度。
    • 共同点:都需要技术 SEO、可抓取页面、清晰 metadata 和高质量内容。
    • 分歧点:GEO 更重视答案块、实体一致性、FAQ、站外佐证和 AI 查询测试。

    English notes

    • SEO agency: search result pages, keywords, clicks, and conversion.
    • GEO agency: brand understanding, URL selection, citation accuracy, and source trust inside AI answers.
    • Shared foundation: technical SEO, crawlable pages, clear metadata, and high-quality content.
    • GEO-specific layer: answer blocks, entity consistency, FAQ, external corroboration, and AI query testing.

    关于选择 GEO Agency 的常见问题

    FAQ about choosing a GEO agency

    以下 FAQ 用于让 `/geo-agency` 页面覆盖真实 agency-intent 查询。回答刻意保留边界,不做无法验证的效果承诺。

    This FAQ helps `/geo-agency` cover real agency-intent queries. The answers keep clear boundaries and avoid unverifiable outcome promises.

    GEO Agency 是什么?

    What is a GEO agency?

    GEO Agency 是帮助品牌提升 AI answer engines 可理解性、可检索性和可引用性的服务方。它处理页面结构、答案块、FAQ、schema、爬虫可见性和 AI 查询监测。

    A GEO agency helps brands improve understandability, retrievability, and citability in AI answer engines. It works on page structure, answer blocks, FAQ, schema, crawler visibility, and AI query monitoring.

    GEO Agency 能保证 AI 提到品牌吗?

    Can a GEO agency guarantee AI mentions?

    不能。AI 回答受查询、索引、来源、模型策略和时效影响。GEO agency 可以改善可见性条件和监测体系,但不应承诺某次回答一定出现。

    No. AI answers depend on the query, index, sources, model behavior, and freshness. A GEO agency can improve visibility conditions and measurement, but should not promise a guaranteed mention in a specific answer.

    中国出海品牌为什么需要 GEO Agency?

    Why do Chinese brands going global need a GEO agency?

    中国出海品牌常见问题是英文品牌实体弱、官网页面职责不清、服务边界翻译不准、站外佐证不足。GEO agency 可以把这些信息整理成 AI 更容易理解的公开内容。

    Chinese brands going global often have weak English-language entity signals, unclear page roles, imprecise service boundaries, and limited external corroboration. A GEO agency can organize those signals into public content that AI systems can understand.

    选择 GEO Agency 时应该问什么?

    What should you ask before hiring a GEO agency?

    至少问 4 个问题:它如何处理品牌实体?如何指定目标 URL?如何避免编造效果?如何记录 ChatGPT、Google AI Overviews、Perplexity 等平台的查询结果?

    Ask at least four questions: how it handles brand entities, how it assigns target URLs, how it avoids fabricated outcomes, and how it records query results across ChatGPT, Google AI Overviews, Perplexity, and related platforms.

    如何选择 GEO Agency

    How to choose a GEO agency

    选择 GEO agency 不应该只看谁最会讲概念,而要看它能不能把品牌实体、页面职责、技术发现链路和内容承接做成一个可验证系统。

    Choosing a GEO agency should not depend on who explains the concept most loudly. The real question is whether the agency can turn brand entities, route ownership, technical discovery, and content assets into a verifiable system.

    看方法

    Check the method

    好的 GEO agency 会先做诊断和页面映射,不会一上来就让你批量发文章。

    A good GEO agency starts with diagnosis and route mapping rather than immediately pushing bulk article production.

    看技术

    Check the technical layer

    它至少要能处理 metadata、canonical、schema、sitemap、llms.txt、robots 和渲染可见性。

    It should be able to handle metadata, canonical tags, schema, sitemap, llms.txt, robots policy, and rendered visibility.

    看边界

    Check the boundaries

    靠谱的 agency 会说清哪些问题适合 GEO,哪些问题其实是定位、产品或外部信任问题。

    A reliable agency explains which problems GEO can address and which problems belong to positioning, product, or external trust.

    看验证

    Check measurement

    它应该能给出固定 AI 查询、引用 URL、描述准确度和线索质量的追踪方式。

    It should define fixed AI queries, cited URLs, description accuracy, and lead-quality tracking.

    交付物清单

    Delivery checklist

    Seven AI Lab 的交付更偏系统搭建,而不是单次内容包装。每一项交付都应该能被搜索引擎、AI 爬虫或团队后续执行继续使用。

    Seven AI Lab focuses on system setup rather than one-off content packaging. Every deliverable should remain useful for search engines, AI crawlers, or the team executing the next iteration.

    中文要点

    • 关键词与页面映射:明确哪些词进商业页,哪些词进支撑文章。
    • 承接页与文章结构:每页有独立主题、答案块、内链和 CTA。
    • 技术发现资产:sitemap.xml、llms.txt、robots、schema 与 canonical 对齐。
    • AI 查询测试表:固定查询、平台、是否提及、是否引用、描述是否准确。

    English notes

    • Keyword-to-route map: define which terms belong to commercial pages and which belong to support articles.
    • Landing and article structure: each route has a single topic, answer blocks, internal links, and CTA.
    • Technical discovery assets: sitemap.xml, llms.txt, robots, schema, and canonical tags stay aligned.
    • AI query test sheet: fixed queries, platforms, mention status, cited URLs, and description accuracy.

    2026 年评估 AI 搜索 agency 的实用清单

    A practical checklist for evaluating an AI search agency in 2026

    AI 搜索领域变化快,2024 年的评估标准到 2026 年已经不够用。以下是当前阶段值得检查的几项:

    The AI search space moves fast — evaluation criteria from 2024 are already insufficient in 2026. Here are the checks that matter at the current stage:

    能不能展示你的品牌在 AI 回答中的当前状态

    Can they show your brand's current state in AI answers?

    靠谱的 agency 应该能用固定查询集在 ChatGPT、Perplexity、Google AI Overviews 中实测你的品牌是否被引用、引用是否准确、排在第几。如果它只给你看传统 SERP 排名报告,说明它的工具链还没进入 AI 搜索时代。

    A credible agency should be able to run a fixed query set across ChatGPT, Perplexity, and Google AI Overviews to show whether your brand is cited, whether the citation is accurate, and where it ranks. If it only shows traditional SERP ranking reports, its toolchain has not entered the AI search era.

    有没有处理 llms.txt 和结构化发现资产的能力

    Can they handle llms.txt and structured discovery assets?

    llms.txt 是 2025 年开始被主流 AI 爬虫读取的站点级描述文件。加上 sitemap、robots.txt 的 AI 爬虫策略、JSON-LD schema,这些构成了 AI 引擎发现你的技术基础。如果 agency 对这些没概念,它做的是传统 SEO 换了个名字。

    llms.txt is a site-level description file that major AI crawlers began reading in 2025. Combined with sitemap, robots.txt AI-crawler policies, and JSON-LD schema, these form the technical foundation for AI engine discovery. If the agency has no concept of these, it is doing traditional SEO under a new label.

    有没有双语或多语言交付能力

    Do they deliver in bilingual or multilingual formats?

    中国出海品牌的页面通常需要中英双语。如果 agency 只能做单语内容、或者中文部分靠机翻,AI 引擎在跨语言查询时很难把你的品牌当成权威来源。双语不是加分项,是出海 GEO 的基本要求。

    Chinese brands going global typically need bilingual pages. If the agency can only produce single-language content, or handles the Chinese portion through machine translation, AI engines are unlikely to treat the brand as an authoritative source for cross-language queries. Bilingual delivery is not a bonus — it is a baseline requirement for outbound GEO.

    交付物是可追踪的还是一次性的

    Are deliverables trackable or one-off?

    好的 GEO agency 的交付物应该能被后续管道重新审计和评分——不是做完一次就消失的 PPT。Seven AI Lab 的做法是把每轮改动通过 pipeline 重新跑分,追踪哪些页面的 AI 可引用性在上升、哪些在下降。

    A good GEO agency's deliverables should be re-auditable and re-scorable by a pipeline — not a one-off deck that disappears after delivery. Seven AI Lab's approach is to re-run each round of changes through an automated pipeline, tracking which pages see rising AI citability and which are declining.

    不适合找 agency 的情况

    When an agency is not the right first step

    不是所有阶段都应该马上找 GEO agency。越早期的团队,越需要先判断问题是不是 GEO 能解决的,不然很容易把定位问题误当流量问题。

    Not every stage needs a GEO agency immediately. Early teams should first decide whether the problem is actually solvable through GEO, or whether it is a positioning issue being mistaken for a traffic issue.

    产品还不清楚

    The product is unclear

    如果用户、场景、价格和服务边界还没定,先做商业定位,不要先扩内容。

    If users, use cases, pricing, and service boundaries are still unclear, clarify the business before expanding content.

    没有基础网站

    No basic site yet

    如果连核心页面、联系方式和品牌介绍都不稳定,先补网站底座。

    If core pages, contact paths, and brand descriptions are unstable, fix the site foundation first.

    只想短期排名

    Only short-term rankings matter

    如果目标只是几周内冲传统排名,GEO 不是最合适的单一工具。

    If the only goal is short-term classic ranking gains within weeks, GEO is not the best standalone tool.

    没有复盘节奏

    No review rhythm

    如果团队不愿每周测试 AI 查询和修正页面,GEO 很难持续变好。

    If the team will not test AI queries and refine pages weekly, GEO improvement will stall.

    下一步阅读 / Next paths

    只保留必要连接,帮助 AI 和真人都能沿着正确页面继续往下走。

    GEO 服务页

    Services

    回到 Seven AI Lab 的整体服务框架,查看诊断、内容系统和技术优化范围。

    Return to the core services page for the full GEO service scope and delivery model.

    联系 Seven AI Lab

    Contact

    如果你已经有明确的品牌、市场和 AI 可见性目标,这里是下一步行动入口。

    Use this path when you already know the brand, market, and AI visibility goals you want to discuss.

    生成式引擎优化

    Generative Engine Optimization

    先回到 GEO 的定义和方法论,再理解 agency 交付边界。

    Go back to the GEO definition and method before comparing agency delivery models.

    答案引擎优化

    Answer Engine Optimization

    如果你更在意答案型查询,这页更适合作为子议题延伸。

    Use this page when answer-style queries are a major part of your buying journey.

    AI 搜索可见性审计

    AI Search Visibility Audit

    当你需要先诊断问题发生在哪一层,先看这页的审计方法。

    Start here when you need to diagnose where the AI visibility problem is coming from.

    Perplexity 可见性

    Perplexity Visibility

    补一页强引用型平台视角,方便理解 agency 要优化什么。

    Add a citation-heavy platform perspective to see what a GEO agency should optimize.

    Google AI Overviews 优化

    Google AI Overviews Optimization

    补一个 Google 视角,理解品牌在 AI Overviews 里的承接逻辑。

    Add the Google view to understand how brands need to support AI Overviews.

    AI 搜索品牌实体优化

    Brand Entity Optimization

    如果你正在评估 agency,先看品牌实体这一层该怎么打底。

    If you are evaluating an agency, start by understanding the brand-entity layer.

    先把 AI 能读懂的页面体系搭出来,再谈内容放大。

    Build the route system AI engines can understand first, then scale content on top of it.

    如果你想把这套 GEO / AEO 页面结构落到自己的品牌站点,可以直接联系 Seven AI Lab。

    联系我们Contact